This document walks through the detection of heteroskedasticity in a multivariate OLS regression using the mtcars dataset. We estimate a regression of fuel efficiency on horsepower, weight, and displacement, visually inspect residual plots, run White's test via bptest(), and manually replicate the test statistic using an auxiliary regression and a chi-squared test.

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